A Global Hybrid Intrusion Detection System for Wireless Sensor Networks

被引:42
作者
Maleh, Yassine [1 ]
Ezzati, Abdellah
Qasmaoui, Youssef
Mbida, Mohamed
机构
[1] Fac Sci & Tech, Dept Math & Comp, LAVETE Lab, Settat 26000, Morocco
来源
6TH INTERNATIONAL CONFERENCE ON AMBIENT SYSTEMS, NETWORKS AND TECHNOLOGIES (ANT-2015), THE 5TH INTERNATIONAL CONFERENCE ON SUSTAINABLE ENERGY INFORMATION TECHNOLOGY (SEIT-2015) | 2015年 / 52卷
关键词
Wireless Sensor Network; Hybrid Intrusion Detection System; Support vector machine; Signature attacks; false alarm; detection rate;
D O I
10.1016/j.procs.2015.05.108
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Many researchers are currently focusing on the security of wireless sensor networks (WSNs). This type of network is associated with vulnerable characteristics such as open-air transmission and self-organizing without a fixed infrastructure. Intrusion Detection Systems (IDSs) can play an important role in detecting and preventing security attacks. In this paper, we propose a hybrid, lightweight intrusion detection system for sensor networks. Our intrusion detection model takes advantage of cluster-based architecture to reduce energy consumption. This model uses anomaly detection based on support vector machine (SVM) algorithm and a set of signature rules to detect malicious behaviors and provide global lightweight IDS. Simulation results show that the proposed model can detect abnormal events efficiently and has a high detection rate with lower false alarm. (C) 2015 The Authors. Published by Elsevier B.V.
引用
收藏
页码:1047 / 1052
页数:6
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